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App\Entity\Article {#1094
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  -title: "The Role of Big Data Analytics in Accounting"
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  -introtext: "<p>Companies generate enormous amounts of data that need to be processed to produce readable insights and outcomes.</p>\r\n"
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    \r\n
    <p>Big data analytics in accounting is a game-changer as it's improving risk identification and real-time access to data and reporting.</p>\r\n
    <p class="text-muted">More firms including&nbsp;<a href="https://www.invensis.net/finance-accounting-services" target="_blank" rel="noopener">outsourced accounting services </a>are increasingly adopting newer technologies to make them more efficient. This includes&nbsp;blockchain, artificial intelligence, machine learning, robotic process automation,&nbsp;data analytics, etc. The use of traditional accounting has disrupted the world of accounting, but with the onset of big data analytics, it has gone leaps and bounds, tapping into the untapped potential of any business.</p>\r\n
    <h2>Use Cases of Big Data Analytics in Accounting</h2>\r\n
    <p><img src="/images/Use_Cases_of_Big_Data_Analytics_in_Accounting.png" alt="Use_Cases_of_Big_Data_Analytics_in_Accounting.png" /></p>\r\n
    <p>Businesses accumulate tremendous amounts of data that could go into petabytes and zettabytes. The accounting function in any organization records all types of financial and non-financial transactions, collects them and analyzes them using predictive models to find actionable insights. Data analytics is all about making sense of the data received and thus, it takes away the hassle of traditional accounting. Let’s dive into why you would need to transition your business from using conventional to big data analytics.</p>\r\n
    <h3>1. Real-time Reporting</h3>\r\n
    <p>One of the biggest USPs of using big data analytics in accounting is its real-time reporting functionality. Most of the analytical tools available today are cloud-based, making real-time insights and reporting more accessible than ever. As <a href="technology/big-data-is-transforming-education" target="_blank" rel="noopener">big data</a> deals with a trove of data, it crunches historical data in terabytes and even petabytes to find actionable insights.</p>\r\n
    <h3>2. Real-time Access</h3>\r\n
    <p>Another characteristic of using&nbsp;data analytics in accounting is real-time access. As it is cloud-based, it has the upper hand in timers of data visibility across different functions in an organization. It can be accessed concurrently, and different users can have different privileges for access.</p>\r\n
    <p>Apart from that, the data syncs so that the changes made in one node are easily accessible on other nodes. This improved access to information in real-time with transparency makes decision-making easier.</p>\r\n
    <h3>3. Risk Identification and Mitigation</h3>\r\n
    <p>Certain risk factors&nbsp;can prevent a business from outperforming the revenue it hit last quarter or against the rival. Big data can help find risks associated with financial services, such as the supply chain, fraudulent transactions or activities, liquidity, data breach, etc. Businesses can use all the data and add it to various algorithms to anticipate or predict possible outcomes or track fraudulent activities in the books. As accountants can now find errors and risks sooner, the chances of propagating from the point of no return diminish.</p>\r\n
    <h3>4. Data Visualization</h3>\r\n
    <p>Making sense of voluminous data is impossible without using tools such as Tableau. It is a heavily used data visualization tool for big data as it helps find the flow, pattern and irregularities in the dataset. Analyzing the visualized data can assist in making <a href="https://www.indeed.com/career-advice/career-development/business-decision#:~:text=A%20business%20decision%2C%20sometimes%20called,or%20long%2Dterm%20company%20activities." target="_blank" rel="noopener">business decisions</a> and strategies needed to adhere to in the future.</p>\r\n
    <h2>Conclusion</h2>\r\n
    <p>The use of <a href="https://www.phygital-insights.com/big-data-management-services" target="_blank" rel="noopener">big data management services</a> in accounting can be a significant driving force toward many use cases. It includes predicting sales performance on food, travel, hospitality and others across different data sources, such as Booking.com, Yelp, etc. It can reduce downtime and operational costs thanks to monitoring IoT sensor data.</p>\r\n
    <p>Companies can use data analytics in accounting to zero fraudulent activities. Optimizing labor and staff requirements is another chunk of issue that can be curbed using big data based on prediction analysis.</p>\r\n
    <p>Organizations worldwide are leveraging the power of big data analytics in accounting over the traditional approach. It is because of the many benefits that it brings to the table, including real-time data access and reporting, data visualization, data audits, and others.</p>
    """
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    "line" => 82
    "function" => "getToken"
    "class" => "Symfony\Component\Security\Csrf\CsrfTokenManager"
    "type" => "->"
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  [
    "file" => "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/symfony/form/ResolvedFormType.php"
    "line" => 134
    "function" => "finishView"
    "class" => "Symfony\Component\Form\Extension\Csrf\Type\FormTypeCsrfExtension"
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  ]
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    "function" => "finishView"
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    "function" => "finishView"
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    "line" => 95
    "function" => "finishView"
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    "line" => 908
    "function" => "finishView"
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    "function" => "createView"
    "class" => "Symfony\Component\Form\Form"
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    "function" => "show"
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    "function" => "handle"
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    "function" => "run"
    "class" => "Symfony\Component\Runtime\Runner\Symfony\HttpKernelRunner"
    "type" => "->"
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    "args" => [
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    ]
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]
Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage:41
[
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    "function" => "getMetadataBag"
    "class" => "Symfony\Component\HttpFoundation\Session\Session"
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    "line" => 103
    "function" => "getToken"
    "class" => "Symfony\Component\Security\Core\Authentication\Token\Storage\UsageTrackingTokenStorage"
    "type" => "->"
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  [
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    "line" => 1635
    "function" => "getUser"
    "class" => "Symfony\Bridge\Twig\AppVariable"
    "type" => "->"
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  [
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    "line" => 200
    "function" => "twig_get_attribute"
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  [
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    "function" => "displayWithErrorHandling"
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    "class" => "Symfony\Component\HttpKernel\HttpCache\SubRequestHandler"
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    "function" => "renderFragment"
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    "function" => "displayWithErrorHandling"
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  [
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    "function" => "doRenderView"
    "class" => "Symfony\Bundle\FrameworkBundle\Controller\AbstractController"
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    "function" => "doRender"
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  [
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    "function" => "render"
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  [
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    "function" => "show"
    "class" => "App\Controller\ArticleController"
    "type" => "->"
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    "function" => "handle"
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    "function" => "handle"
    "class" => "Symfony\Component\HttpKernel\Kernel"
    "type" => "->"
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    "function" => "run"
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      "/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/vendor/autoload_runtime.php"
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    "function" => "require_once"
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]

Flashes

Flashes

No flash messages were created.

Server Parameters

Server Parameters

Defined in .env

Key Value
APP_ENV
"dev"
APP_SECRET
"0a988e63f011514eaabfc650b599af4d"
CORS_ALLOW_ORIGIN
"*"
DATABASE_URL
"mysql://bbndb_rctuser:33F5W25z40or0f7@localhost:3306/rct_bbntimes"
GOOGLE_RECAPTCHA_SECRET_KEY
"6LdV5fgpAAAAANxzTG8ZMfIjil1wu-1vrQvnUt-x"
GOOGLE_RECAPTCHA_SITE_KEY
"6LdV5fgpAAAAAENKcn73MJAhQrbtQeqgyC4wDLMP"
MAILER_DSN
"smtp://no-reply%40rct.dev.bbntimes.com:Bl6%26gLD48%26Of919@rct.dev.bbntimes.com:465"
MARIADB_PASSWORD
"i!87pK&!85ezc8"

Defined as regular env variables

Key Value
APP_DEBUG
"1"
BASE
"/public"
CONTEXT_DOCUMENT_ROOT
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
CONTEXT_PREFIX
""
DOCUMENT_ROOT
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com"
FCGI_ROLE
"RESPONDER"
GATEWAY_INTERFACE
"CGI/1.1"
HTTPS
"on"
HTTP_ACCEPT
"*/*"
HTTP_ACCEPT_CHARSET
"ISO-8859-1,utf-8;q=0.7,*;q=0.7"
HTTP_ACCEPT_ENCODING
"gzip, br, zstd, deflate"
HTTP_ACCEPT_LANGUAGE
"en-us,en;q=0.5"
HTTP_CONNECTION
"close"
HTTP_COOKIE
"PHPSESSID=6p4j01fj50ppbi56ruo29v3ked; laikanxia_cookie_id=250222163808663; handl_url=https%3A%2F%2Fsprutcam.com%2Fit%2Fevent%2Fsprutcam-x-better-cam-solution-for-solidworks; handl_ip=18.226.222.106; handl_landing_page=https%3A%2F%2Fsprutcam.com%2Fit%2Fevent%2Fsprutcam-x-better-cam-solution-for-solidworks; user_agent=Mozilla%2F5.0%20AppleWebKit%2F537.36%20%28KHTML%2C%20like%20Gecko%3B%20compatible%3B%20ClaudeBot%2F1.0%3B%20%2Bclaudebot%40anthropic.com%29; laikanxia_google_v=2; HandLtestDomainNameServer=HandLtestDomainValueServer; handl_url_base=https%3A%2F%2Fsprutcam.com%2Fit%2Fevent%2Fsprutcam-x-better-cam-solution-for-solidworks"
HTTP_FORWARDED
"for="18.226.222.106";host="rct.dev.bbntimes.com";proto=https"
HTTP_HOST
"rct.dev.bbntimes.com"
HTTP_USER_AGENT
"Mozilla/5.0 AppleWebKit/537.36 (KHTML, like Gecko; compatible; ClaudeBot/1.0; +claudebot@anthropic.com)"
HTTP_X_FORWARDED_FOR
"18.226.222.106"
PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY
"0"
PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY
"0"
PATH
"/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/snap/bin"
PATH_INFO
""
PHP_SELF
"/public/index.php"
PP_CUSTOM_PHP_CGI_INDEX
"plesk-php81-fastcgi"
PP_CUSTOM_PHP_INI
"/var/www/vhosts/system/rct.dev.bbntimes.com/etc/php.ini"
QUERY_STRING
"_path=_format%3Dhtml%26_locale%3Den%26_controller%3DApp%255CController%255CArticleController%253A%253ArelatedArticles"
REDIRECT_BASE
"/public"
REDIRECT_HTTPS
"on"
REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY
"0"
REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY
"0"
REDIRECT_REDIRECT_HTTPS
"on"
REDIRECT_REDIRECT_PASSENGER_COMPILE_NATIVE_SUPPORT_BINARY
"0"
REDIRECT_REDIRECT_PASSENGER_DOWNLOAD_NATIVE_SUPPORT_BINARY
"0"
REDIRECT_REDIRECT_SCRIPT_URI
"https://rct.dev.bbntimes.com/technology/the-role-of-big-data-analytics-in-accounting"
REDIRECT_REDIRECT_SCRIPT_URL
"/technology/the-role-of-big-data-analytics-in-accounting"
REDIRECT_REDIRECT_SSL_TLS_SNI
"rct.dev.bbntimes.com"
REDIRECT_REDIRECT_STATUS
"200"
REDIRECT_REDIRECT_UNIQUE_ID
"Z7mM95DyWLT8YV1VjBo5wgAAAIc"
REDIRECT_SCRIPT_URI
"https://rct.dev.bbntimes.com/technology/the-role-of-big-data-analytics-in-accounting"
REDIRECT_SCRIPT_URL
"/technology/the-role-of-big-data-analytics-in-accounting"
REDIRECT_SSL_TLS_SNI
"rct.dev.bbntimes.com"
REDIRECT_STATUS
"200"
REDIRECT_UNIQUE_ID
"Z7mM95DyWLT8YV1VjBo5wgAAAIc"
REDIRECT_URL
"/public/technology/the-role-of-big-data-analytics-in-accounting"
REMOTE_ADDR
"127.0.0.1"
REMOTE_PORT
"9921"
REQUEST_METHOD
"GET"
REQUEST_SCHEME
"https"
REQUEST_TIME
1740213495
REQUEST_TIME_FLOAT
1740213495.5445
REQUEST_URI
"/_fragment?_path=_format%3Dhtml%26_locale%3Den%26_controller%3DApp%255CController%255CArticleController%253A%253ArelatedArticles"
SCRIPT_FILENAME
"/var/www/vhosts/dev.bbntimes.com/rct.dev.bbntimes.com/public/index.php"
SCRIPT_NAME
"/public/index.php"
SCRIPT_URI
"https://rct.dev.bbntimes.com/technology/the-role-of-big-data-analytics-in-accounting"
SCRIPT_URL
"/technology/the-role-of-big-data-analytics-in-accounting"
SERVER_ADDR
"5.196.1.209"
SERVER_ADMIN
"[no address given]"
SERVER_NAME
"rct.dev.bbntimes.com"
SERVER_PORT
"443"
SERVER_PROTOCOL
"HTTP/1.1"
SERVER_SIGNATURE
"<address>Apache Server at rct.dev.bbntimes.com Port 443</address>\n"
SERVER_SOFTWARE
"Apache"
SSL_TLS_SNI
"rct.dev.bbntimes.com"
SYMFONY_DOTENV_VARS
"APP_ENV,APP_SECRET,DATABASE_URL,MARIADB_PASSWORD,CORS_ALLOW_ORIGIN,MAILER_DSN,GOOGLE_RECAPTCHA_SECRET_KEY,GOOGLE_RECAPTCHA_SITE_KEY"
UNIQUE_ID
"Z7mM95DyWLT8YV1VjBo5wgAAAIc"

Parent Request

Return to parent request (token = 4b0fc9)

Key Value
_controller
"App\Controller\ArticleController::show"
_firewall_context
"security.firewall.map.context.main"
_links
Symfony\Component\WebLink\GenericLinkProvider {#3613
  -links: [
    3734 => Symfony\Component\WebLink\Link {#3734
      -href: "/build/runtime.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3732 => Symfony\Component\WebLink\Link {#3732
      -href: "/build/644.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3731 => Symfony\Component\WebLink\Link {#3731
      -href: "/build/502.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3730 => Symfony\Component\WebLink\Link {#3730
      -href: "/build/app.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3729 => Symfony\Component\WebLink\Link {#3729
      -href: "/build/view-more.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3728 => Symfony\Component\WebLink\Link {#3728
      -href: "/build/term-condition.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3727 => Symfony\Component\WebLink\Link {#3727
      -href: "/build/contact.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3726 => Symfony\Component\WebLink\Link {#3726
      -href: "/build/scroll-infinite-article.js"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "script"
      ]
    }
    3725 => Symfony\Component\WebLink\Link {#3725
      -href: "/build/app.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3724 => Symfony\Component\WebLink\Link {#3724
      -href: "/build/cookie-style.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3723 => Symfony\Component\WebLink\Link {#3723
      -href: "/build/term-condition-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3722 => Symfony\Component\WebLink\Link {#3722
      -href: "/build/contact-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
    3721 => Symfony\Component\WebLink\Link {#3721
      -href: "/build/comment-css.css"
      -rel: [
        "preload" => "preload"
      ]
      -attributes: [
        "as" => "style"
      ]
    }
  ]
}
_route
"article_show"
_route_params
[
  "category" => "technology"
  "slug" => "the-role-of-big-data-analytics-in-accounting"
]
_security_firewall_run
"_security_main"
_stopwatch_token
"f228a0"
category
"technology"
slug
"the-role-of-big-data-analytics-in-accounting"